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2020 – today
- 2024
[j2]Drago Plecko, Elias Bareinboim:
Causal Fairness Analysis: A Causal Toolkit for Fair Machine Learning. Found. Trends Mach. Learn. 17(3): 304-589 (2024)- [j1]Drago Plecko, Nicolas Bennett, Nicolai Meinshausen:
fairadapt: Causal Reasoning for Fair Data Preprocessing. J. Stat. Softw. 110(4) (2024) - [c3]Drago Plecko, Elias Bareinboim:
Reconciling Predictive and Statistical Parity: A Causal Approach. AAAI 2024: 14625-14632 - [i10]Drago Plecko, Elias Bareinboim:
Fairness-Accuracy Trade-Offs: A Causal Perspective. CoRR abs/2405.15443 (2024) - [i9]Drago Plecko, Elias Bareinboim:
Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making. CoRR abs/2405.15446 (2024) - 2023
- [c2]Drago Plecko, Elias Bareinboim:
A Causal Framework for Decomposing Spurious Variations. NeurIPS 2023 - [c1]Drago Plecko, Elias Bareinboim:
Causal Fairness for Outcome Control. NeurIPS 2023 - [i8]Drago Plecko, Elias Bareinboim:
Reconciling Predictive and Statistical Parity: A Causal Approach. CoRR abs/2306.05059 (2023) - [i7]Drago Plecko, Elias Bareinboim:
Causal Fairness for Outcome Control. CoRR abs/2306.05066 (2023) - [i6]Drago Plecko, Elias Bareinboim:
A Causal Framework for Decomposing Spurious Variations. CoRR abs/2306.05071 (2023) - [i5]Fritz M. Bayer, Drago Plecko, Niko Beerenwinkel, Jack Kuipers:
Fair Clustering: A Causal Perspective. CoRR abs/2312.09061 (2023) - 2022
- [i4]Drago Plecko, Elias Bareinboim:
Causal Fairness Analysis. CoRR abs/2207.11385 (2022) - 2021
- [i3]Michael Moor, Nicolas Bennett, Drago Plecko, Max Horn, Bastian Rieck, Nicolai Meinshausen, Peter Bühlmann, Karsten M. Borgwardt:
Predicting sepsis in multi-site, multi-national intensive care cohorts using deep learning. CoRR abs/2107.05230 (2021) - [i2]Drago Plecko, Nicolas Bennett, Nicolai Meinshausen:
fairadapt: Causal Reasoning for Fair Data Pre-processing. CoRR abs/2110.10200 (2021)
2010 – 2019
- 2019
- [i1]Drago Plecko, Nicolai Meinshausen:
Fair Data Adaptation with Quantile Preservation. CoRR abs/1911.06685 (2019)
Coauthor Index
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